ComfyUI Integration

ComfyUI Node Reference

Browse 20 ComfyUI nodes with detailed metadata coverage. See what Numonic captures from each node, what inputs and outputs are tracked, and where provenance gaps exist.

20 nodes

AnimateDiff CombineAnimationPartialExtension

Combines AnimateDiff frames into video or GIF output.

AnimateDiff LoaderAnimationPartialExtension

Injects a motion model for coherent animation generation.

Apply ControlNetControlPartial

Applies ControlNet guidance from a reference image.

CLIP Text Encode (Prompt)ConditioningFull

Encodes a text prompt into conditioning for the sampler.

DualCLIPLoaderLoadersPartial

Loads dual CLIP encoders for SDXL and Flux models.

Empty Latent ImageI/OFull

Creates a blank latent canvas for txt2img generation.

KSamplerSamplingFull

Runs the diffusion process to generate images from noise.

KSampler (Advanced)SamplingFull

Extended sampler with start/end step and noise control.

Load CheckpointLoadersPartial

Loads a checkpoint and outputs MODEL, CLIP, and VAE.

Load ControlNet ModelControlPartial

Loads a ControlNet model for image-guided generation.

Load ImageI/OLimited

Loads an image from disk for img2img or ControlNet.

Load LoRALoadersPartial

Applies a LoRA weight file to a model and CLIP encoder.

Load VAELoadersPartial

Loads a standalone VAE to override the checkpoint default.

Load Video (VHS)VideoLimitedExtension

Loads a video and extracts frames for processing.

Save ImageI/OFull

Saves images to PNG with embedded workflow metadata.

Upscale ImageImage ProcessingFull

Resizes an image using configurable interpolation.

Upscale LatentImage ProcessingFull

Resizes latent for hi-res fix and multi-pass workflows.

VAE DecodeImage ProcessingFull

Converts latent output into a visible pixel image.

VAE EncodeImage ProcessingPartial

Encodes a pixel image into latent space for img2img.

Video Combine (VHS)VideoPartialExtension

Combines image frames into MP4, WebM, or GIF video.